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510(k) Data Aggregation

    K Number
    K230273

    Validate with FDA (Live)

    Manufacturer
    Date Cleared
    2023-05-25

    (114 days)

    Product Code
    Regulation Number
    870.1345
    Age Range
    All
    Reference & Predicate Devices
    Predicate For
    N/A
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticPediatricDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Early Bird is indicated for the introduction of catheters, catheter balloons, and other diagnostic and interventional devices into the femoral artery or femoral vein while maintaining hemostasis during diagnostic and interventional endovascular procedures.
    The Early Bird provides physicians with an early indication of a potential internal bleeding complication by initial detection and monitoring of extravascular fluid accumulation.

    Device Description

    The Saranas Early Bird Bleed Monitoring System (Early Bird) is a single use, disposable, Ethylene Oxide sterilized medical device. The Early Bird now claims a 2-year shelf life.
    The Early Bird consists of the following: introducer sheath, user interface display (UID), for the early detection and monitoring of potential internal bleeding complications (IBCs), and a compatible dilator as shown in Figure 1.
    The Early Bird introducer sheath contains four embedded electrodes on the cannula and a hemostasis valve located within the sheath hub. The distal end of the sheath has a tapered leading edge which transitions smoothly to the tapered dilator, forming an atraumatic device. The dilator is radiopaque to aid in visibility under fluoroscopy during insertion.
    The Early Bird electrodes are connected via conductors, which transverse an independent lumen in the flush line, to a battery powered impedance analyzer, which resides in the User Interface Display (UID), depicted in Figure 2. The Early Bird is designed to monitor changes in bioimpedance due to extravascular fluid accumulation in the region where the device is inserted into the body during a percutaneous endovascular procedure.

    AI/ML Overview

    The document K230273 describes the Saranas Early Bird Bleed Monitoring System, an intravascular bleed monitor, and its modifications. Here's a summary of the acceptance criteria and the study information provided:

    1. Table of Acceptance Criteria and Reported Device Performance:

    The document doesn't explicitly list specific quantifiable "acceptance criteria" in a table format for its modified algorithm's performance on human data. Instead, it describes the modifications to the algorithm and the verification that these modifications function as intended. The "reported device performance" is indicated by the overarching statement that "Verification results all passed, indicating that the enhanced algorithm provides an alternate Level 1 bleed detection which triggers upon an impedance drop threshold from a baseline impedance value." This implies that the new detection mechanism was successfully implemented and demonstrated to trigger under the specified conditions.

    However, based on the description of the device's function, we can infer some implied performance goals:

    Acceptance Criteria (Inferred)Reported Device Performance
    Functional Performance of Enhanced Algorithm:
    - Level 1 bleed detection upon an impedance drop threshold from a baseline impedance value."Verification results all passed, indicating that the enhanced algorithm provides an alternate Level 1 bleed detection which triggers upon an impedance drop threshold from a baseline impedance value."
    - Level 1 bleed detection upon a bioimpedance drop rate exceeding a slope threshold (identical to predicate).The document states this criterion is "identical to the predicate device trigger criterion" and implies continued functional performance, as the new algorithm "augments" rather than replaces the existing one. "Verification results all passed" supports this.
    - Level 3 detections function the same as in the predicate version of the firmware."Once the Level 1 bleed is activated by either detection scheme, the Level 3 detections function the same as in the predicate version of the firmware." This implies successful verification of this unchanged functionality.
    Improved Power On Self-Test:
    - Reduced erroneous faults after activation due to widened upper limit of calibration self-check."The modified device has an improved power on self-test upon activation, which allows for confirming the functional health of the device with a reduction of false error indications. Specifically, the upper limit of the calibration self-check was widened to reduce erroneous faults after activation."
    Reset Functionality:
    - Ability for users to reset the EBBMS detection algorithm."The enhanced firmware also provides an opportunity for users to reset the EBBMS detection algorithm at their discretion." The instructions for use (IFU) changes explicitly detail the reset procedure: "Briefly, at the physician's discretion, pressing the power button for seven (7) seconds, anytime five (5) minutes after activation, initiates the reset action as indicated by all three Bleed Monitoring Indicators (red LEDs) flashing once per second. A successful reset is confirmed by all indicators flashing once and a brief audible tone identical to the power on sequence of the predicate and modified device (i.e., power on sequence unchanged)."
    No New Concerns for Safety or Effectiveness:"The subject device does not introduce any new concerns for safety or effectiveness with the firmware changes." "Risk analysis and assessment were conducted... In summary, there were no unacceptable risks due to device operation because of the algorithm changes." "The software design verification and validation activities and regression testing provide a high degree of assurance for safety and effectiveness that the device performs as intended. These design controls demonstrate reliable results and risk controls that form the basis for substantial equivalence between the designs of the modified Early Bird and the cleared Early Bird (DEN180021)."

    2. Sample Size Used for the Test Set and Data Provenance:

    The document states that "design validation activities centered around existing data sets from the Early Bird animal validation study."

    • Sample Size: The exact sample size for this "test set" (existing data sets from the animal validation study) is not specified in the provided text.
    • Data Provenance: The data is from an "Early Bird animal validation study." The country of origin and whether it was retrospective or prospective are not specified, but it was an animal study, not human.

    3. Number of Experts Used to Establish the Ground Truth for the Test Set and Their Qualifications:

    This information is not provided in the document. Given that the validation was based on "existing data sets from the Early Bird animal validation study," the ground truth likely refers to the actual presence or absence of bleeds in the animal models, perhaps determined by direct observation, imaging, or post-mortem examination. The role or number of experts involved in establishing this ground truth for the animal study is not mentioned.

    4. Adjudication Method for the Test Set:

    This information is not provided in the document.

    5. If a Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study Was Done:

    No, an MRMC comparative effectiveness study involving human readers and AI assistance was not discussed or indicated in the provided text. The evaluation focused on technical verification and validation of the algorithm's functional changes against existing animal study data.

    6. If a Standalone Study (Algorithm Only Without Human-in-the-Loop Performance) Was Done:

    Yes, a standalone evaluation of the algorithm's performance was done. The "design verification activities centered around existing Early Bird software and electrical verification test protocols and acceptance criteria" and "design validation activities centered around existing data sets from the Early Bird animal validation study." This indicates that the algorithm's direct output was assessed against known outcomes in an animal model without human intervention as part of the primary evaluation of the firmware update.

    7. The Type of Ground Truth Used:

    The ground truth used was from an "Early Bird animal validation study." For an internal bleed monitor, the ground truth in such a study would typically be direct observation of extravascular fluid accumulation (bleeding) in the animal model, possibly through invasive surgical inspection, imaging techniques (e.g., ultrasound, CT), or post-mortem examination during the animal study. The document doesn't specify the exact method, but it is not pathology or human outcomes data for this firmware update validation.

    8. The Sample Size for the Training Set:

    The document focuses on a firmware update to an already cleared device (DEN180021). It does not provide information about the sample size of any training set used for the original algorithm development or for this specific modification. The validation for this update used "existing data sets from the Early Bird animal validation study" as the test set, implying the update itself might have been developed based on analysis of such data, but explicit training set size is not given.

    9. How the Ground Truth for the Training Set Was Established:

    As the document does not specify a training set or its size for this update, it does not describe how the ground truth for any training set was established.

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    K Number
    DEN180021

    Validate with FDA (Live)

    Manufacturer
    Date Cleared
    2019-03-01

    (312 days)

    Product Code
    Regulation Number
    870.1345
    Type
    Direct
    Age Range
    All
    Reference & Predicate Devices
    N/A
    Predicate For
    AI/MLSaMDIVD (In Vitro Diagnostic)TherapeuticPediatricDiagnosticis PCCP AuthorizedThirdpartyExpeditedreview
    Intended Use

    The Early Bird is indicated for the introduction of catheters, catheter balloons, and other diagnostic and interventional devices into the femoral vein while maintaining hemostasis during diagnostic and interventional endovascular procedures.

    The Early Bird provides physicians with an early indication of a potential internal bleeding complication by initial detection and monitoring of extravascular fluid accumulation.

    Device Description

    The device is a single use, disposable, EtO sterilized device consisting of an Introducer Sheath (IS) with integrated electrodes, Compatible Dilator, and User Interface Device (UID) with associated hardware and firmware.

    The Saranas Early Bird Bleed Monitoring System (Early Bird) is designed to detect extravascular fluid accumulation due to Internal Bleeding Complications (IBC) in realtime. without altering existing endovascular procedural workflows or protocols. The system allows for seamless integration by the clinician while placing the bioimpedance sensing electrodes in proximity to the site of a potential bleeding complication.

    When using the Saranas sheath, the clinician will insert the sheath into the vasculature via Seldinger's technique, and power up the system per the Instructions for Use. Upon power up, the system performs a series of self-tests to ensure proper functionality, followed by initiation of the bleed monitoring algorithm.

    Bleed monitoring is accomplished via a proprietary algorithm, which monitors and interrogates changes in regional bioimpedance. Bioimpedance measurements are obtained through a series of electrodes, which provide a means of electrical contact with body fluids and are located on the sheath cannula. The two outer electrodes drive a 250 uAp-p, 10k Hz, fixed frequency, alternating current to establish an electrical field, which is measured by the two inner electrodes. The limit is frequency dependent, and at 10kHz, the limit in normal condition is 100 uA RMS or 282 uAp-p. Extraneous signals are filtered out through a series of high and low pass filters integrated on the PCBA and digital filters employed in the firmware.

    AI/ML Overview

    The Early Bird Bleed Monitoring System is designed to detect extravascular fluid accumulation due to Internal Bleeding Complications (IBC) by monitoring changes in regional bioimpedance. The device's performance was evaluated through a prospective, self-controlled acute animal investigation to establish its acceptance criteria and prove its capabilities.

    1. Table of Acceptance Criteria and Reported Device Performance

    The core performance acceptance criteria for the Early Bird system, specifically for bleed detection, and its reported performance are summarized in the table below, derived from the animal study results:

    Acceptance Criteria (Performance)Reported Device Performance
    Level 1 Bleed Detection Sensitivity100% Sensitivity
    Level 1 Bleed Detection Specificity100% Specificity
    Bleed Progression PerformanceStatistically significant increase in volume detected at each bleed indicator level (Wilcoxon Signed Rank Test P<0.001)

    (Note: Other acceptance criteria related to biocompatibility, mechanical performance, electrical safety, software, and usability were also met, but the specific performance metrics for the bleed detection algorithm are highlighted above.)

    2. Sample Size and Data Provenance

    • Test Set Sample Size: 20 female Yorkshire Cross swine.
    • Data Provenance: Prospective, self-controlled acute animal investigation conducted within a controlled laboratory setting (likely within the United States, given the FDA submission context, though not explicitly stated). The data is prospective as it was collected during a designed experiment.

    3. Number of Experts and Qualifications for Ground Truth

    The document does not explicitly state the number of experts used to establish the ground truth for the animal study. However, the ground truth establishment involved:

    • Veterinary or Scientific Personnel: Presumably, qualified personnel (veterinarians, researchers) collected and measured bleed volumes and performed fluoroscopic imaging.
    • Pathologist: A histopathology expert would have been involved in the systemic gross necropsy to study end-organ effects and confirm no vessel trauma related to the device.

    The qualifications of these individuals are not detailed, but it can be inferred that they were experienced professionals in veterinary science, experimental surgery, and pathology.

    4. Adjudication Method for the Test Set

    The document does not describe an explicit "adjudication method" in the context of multiple human readers for the test set, as the primary endpoint was measured mechanically (device detection triggering) and then correlated with measured bleed volumes and confirmed by gross necropsy. The ground truth itself was established by controlled bleed simulations and subsequent measurements/examinations, rather than by human interpretation of images requiring adjudication.

    5. Multi-Reader Multi-Case (MRMC) Comparative Effectiveness Study

    No Multi-Reader Multi-Case (MRMC) comparative effectiveness study was done. The study focuses on the device's ability to detect bleeds in an animal model, not on human readers' performance with and without AI assistance. The device acts as an automated detection system.

    6. Standalone (Algorithm Only) Performance

    Yes, a standalone (algorithm only) performance study was conducted. The sensitivity and specificity results (100% for Level 1 bleed detection) were derived from the automated detection capabilities of the Early Bird system in the animal model, without human intervention in the real-time detection process by the device itself. Human observation confirmed the ground truth of the simulated bleeds.

    7. Type of Ground Truth Used

    The ground truth used was based on:

    • Simulated Bleeds / Measured Volumes: 500 ml of blood solution infused at 10 ml/min in the subcutaneous tissue near the access site in an animal model. Blood volumes were measured upon triggering of the Early Bird bleed indicators.
    • Fluoroscopic Images: Collected upon triggering of the Early Bird bleed indicators to confirm extravasation.
    • Gross Necropsy and Histopathology: Systemic gross necropsy was performed to study end-organ effects, and histopathology confirmed no vessel trauma related to the device.

    This combination of controlled experimental simulation, direct measurement, and pathological confirmation ensured a robust ground truth for the presence and volume of bleeding.

    8. Sample Size for the Training Set

    The document explicitly states: "A clinical study was not completed to support this De Novo classification request." This implies that there were no human clinical studies for training or testing reported in this submission. The "training" of the proprietary algorithm is not explicitly detailed but would have occurred internally by the manufacturer using internal data or potentially data from previous bench or animal studies not specifically described as a "training set" in this regulatory document. The performance study described (20 swine) is the test set that validates the already developed device.

    9. How Ground Truth for the Training Set Was Established

    As no specific "training set" (in terms of a distinct, reported dataset used for algorithm development) is described in the provided text, the method for establishing its ground truth is not detailed. It is assumed that the proprietary algorithm was developed and refined using internal data and validation processes by Saranas, Inc. prior to the formal animal study presented for regulatory submission.

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